{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speech Emotion Recognition - Signal Preprocessing\n",
    "\n",
    "A project for the French Employment Agency\n",
    "\n",
    "Telecom ParisTech 2018-2019"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I. Context"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The aim of this notebook is to set up all speech emotion recognition preprocessing for the time distributed ConvNet. \n",
    "\n",
    "The data set used for training is the **RAVDESS** data set : https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0196391\n",
    "\n",
    "The signal preprocessing include :\n",
    "- Signal discretization\n",
    "- Audio data augmentation\n",
    "- Log-mel-spectrogram extraction\n",
    "- Time distributed framing\n",
    "- Build train and test data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II. General import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:29:23.010808Z",
     "start_time": "2019-05-21T16:29:19.571354Z"
    }
   },
   "outputs": [],
   "source": [
    "### General imports ###\n",
    "import os\n",
    "from glob import glob\n",
    "import pickle\n",
    "import itertools\n",
    "import numpy as np\n",
    "from scipy.stats import zscore\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "### Graph imports ###\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "### Audio import ###\n",
    "import librosa\n",
    "import IPython\n",
    "from IPython.display import Audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-04T16:38:44.580314Z",
     "start_time": "2018-12-04T16:38:44.560062Z"
    }
   },
   "source": [
    "## III. Set labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:29:23.018183Z",
     "start_time": "2019-05-21T16:29:23.013273Z"
    }
   },
   "outputs": [],
   "source": [
    "# RAVDESS Database\n",
    "label_dict_ravdess = {'02': 'NEU', '03':'HAP', '04':'SAD', '05':'ANG', '06':'FEA', '07':'DIS', '08':'SUR'}\n",
    "\n",
    "# Set audio files labels\n",
    "def set_label_ravdess(audio_file, gender_differentiation):\n",
    "    label = label_dict_ravdess.get(audio_file[6:-16])\n",
    "    if gender_differentiation == True:\n",
    "        if int(audio_file[18:-4])%2 == 0: # Female\n",
    "            label = 'f_' + label\n",
    "        if int(audio_file[18:-4])%2 == 1: # Male\n",
    "            label = 'm_' + label\n",
    "    return label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IV. Import audio files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:31:42.869915Z",
     "start_time": "2019-05-21T16:29:23.020121Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Import Data: START\n",
      "Import Data: RUNNING ... 0 files\n",
      "Import Data: RUNNING ... 200 files\n",
      "Import Data: RUNNING ... 300 files\n",
      "Import Data: RUNNING ... 400 files\n",
      "Import Data: RUNNING ... 500 files\n",
      "Import Data: RUNNING ... 600 files\n",
      "Import Data: RUNNING ... 700 files\n",
      "Import Data: RUNNING ... 800 files\n",
      "Import Data: RUNNING ... 900 files\n",
      "Import Data: RUNNING ... 1000 files\n",
      "Import Data: RUNNING ... 1100 files\n",
      "Import Data: RUNNING ... 1200 files\n",
      "Import Data: RUNNING ... 1300 files\n",
      "Import Data: RUNNING ... 1400 files\n",
      "Import Data: END \n",
      "\n",
      "Number of audio files imported: 1344\n"
     ]
    }
   ],
   "source": [
    "# Start feature extraction\n",
    "print(\"Import Data: START\")\n",
    "\n",
    "# Audio file path and names\n",
    "file_path = '../Datas/RAVDESS/'\n",
    "file_names = os.listdir(file_path)\n",
    "\n",
    "# Initialize features and labels list\n",
    "signal = []\n",
    "labels = []\n",
    "\n",
    "# Sample rate (16.0 kHz)\n",
    "sample_rate = 16000     \n",
    "\n",
    "# Max pad lenght (3.0 sec)\n",
    "max_pad_len = 49100\n",
    "\n",
    "# Compute spectogram for all audio file\n",
    "for audio_index, audio_file in enumerate(file_names):\n",
    "    \n",
    "    if audio_file[6:-16] in list(label_dict_ravdess.keys()):\n",
    "        \n",
    "        # Read audio file\n",
    "        y, sr = librosa.core.load(file_path + audio_file, sr=sample_rate, offset=0.5)\n",
    "        \n",
    "        # Z-normalization\n",
    "        y = zscore(y)\n",
    "        \n",
    "        # Padding or truncated signal \n",
    "        if len(y) < max_pad_len:    \n",
    "            y_padded = np.zeros(max_pad_len)\n",
    "            y_padded[:len(y)] = y\n",
    "            y = y_padded\n",
    "        elif len(y) > max_pad_len:\n",
    "            y = np.asarray(y[:max_pad_len])\n",
    "        \n",
    "        # Add to signal list\n",
    "        signal.append(y)\n",
    "        \n",
    "        # Set label\n",
    "        labels.append(set_label_ravdess(audio_file, False))\n",
    "\n",
    "        # Print running...\n",
    "        if (audio_index % 100 == 0):\n",
    "            print(\"Import Data: RUNNING ... {} files\".format(audio_index))\n",
    "        \n",
    "# Cast labels to array\n",
    "labels = np.asarray(labels).ravel()\n",
    "\n",
    "# Stop feature extraction\n",
    "print(\"Import Data: END \\n\")\n",
    "print(\"Number of audio files imported: {}\".format(labels.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:31:43.040298Z",
     "start_time": "2019-05-21T16:31:42.873046Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Audio file '03-01-07-01-02-01-22.wav':\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select one random audio file\n",
    "random_idx = np.random.randint(len(labels))\n",
    "random_label = labels[random_idx]\n",
    "random_signal = signal[random_idx]\n",
    "random_filename = file_names[random_idx]\n",
    "\n",
    "# Plot signal wave\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(np.arange(len(random_signal))/float(sample_rate), random_signal)\n",
    "plt.xlim((np.arange(len(random_signal))/float(sample_rate))[0], (np.arange(len(random_signal))/float(sample_rate))[-1])\n",
    "plt.xlabel('Time (s)', fontsize=16)\n",
    "plt.ylabel('Amplitude (dB)', fontsize=16)\n",
    "plt.title(\"Signal wave of file '{}' with label {}\".format(random_filename, random_label), fontsize=18)\n",
    "plt.show()\n",
    "\n",
    "# Play audio file\n",
    "print(\"Audio file '{}':\".format(random_filename))\n",
    "Audio(random_signal, rate=sample_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## V. Audio data augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:31:43.048012Z",
     "start_time": "2019-05-21T16:31:43.043368Z"
    }
   },
   "outputs": [],
   "source": [
    "# Number of augmented data\n",
    "nb_augmented = 2\n",
    "\n",
    "# Function to add noise to a signals with a desired Signal Noise ratio (SNR)\n",
    "def noisy_signal(signal, snr_low=15, snr_high=30, nb_augmented=2):\n",
    "    \n",
    "    # Signal length\n",
    "    signal_len = len(signal)\n",
    "\n",
    "    # Generate White noise\n",
    "    noise = np.random.normal(size=(nb_augmented, signal_len))\n",
    "    \n",
    "    # Compute signal and noise power\n",
    "    s_power = np.sum((signal / (2.0 ** 15)) ** 2) / signal_len\n",
    "    n_power = np.sum((noise / (2.0 ** 15)) ** 2, axis=1) / signal_len\n",
    "    \n",
    "    # Random SNR: Uniform [15, 30]\n",
    "    snr = np.random.randint(snr_low, snr_high)\n",
    "    \n",
    "    # Compute K coeff for each noise\n",
    "    K = np.sqrt((s_power / n_power) * 10 ** (- snr / 10))\n",
    "    K = np.ones((signal_len, nb_augmented)) * K\n",
    "    \n",
    "    # Generate noisy signal\n",
    "    return signal + K.T * noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:31:48.009729Z",
     "start_time": "2019-05-21T16:31:43.049711Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data Augmentation: START\n",
      "Data Augmentation: END!\n"
     ]
    }
   ],
   "source": [
    "# Generate noisy signals from signal list\n",
    "print(\"Data Augmentation: START\")\n",
    "augmented_signal = list(map(noisy_signal, signal))\n",
    "print(\"Data Augmentation: END!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:31:48.306161Z",
     "start_time": "2019-05-21T16:31:48.011831Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Audio file '03-01-07-01-02-01-22.wav':\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Audio file '03-01-07-01-02-01-22.wav' with noise:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot signal wave\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(np.arange(len(random_signal))/float(sample_rate), random_signal)\n",
    "plt.xlim((np.arange(len(random_signal))/float(sample_rate))[0], (np.arange(len(random_signal))/float(sample_rate))[-1])\n",
    "plt.xlabel('Time (s)', fontsize=16)\n",
    "plt.ylabel('Amplitude (dB)', fontsize=16)\n",
    "plt.title(\"Signal wave of file '{}' \".format(random_filename), fontsize=18)\n",
    "\n",
    "# Plot signal wave with noise\n",
    "plt.subplot(1,2,2)\n",
    "plt.plot(np.arange(len(random_signal))/float(sample_rate), augmented_signal[random_idx][0])\n",
    "plt.xlim((np.arange(len(random_signal))/float(sample_rate))[0], (np.arange(len(random_signal))/float(sample_rate))[-1])\n",
    "plt.xlabel('Time (s)', fontsize=16)\n",
    "plt.ylabel('Amplitude (dB)', fontsize=16)\n",
    "plt.title(\"Signal wave of file '{}' with Noise\".format(random_filename), fontsize=18)\n",
    "plt.show()\n",
    "\n",
    "# Play audio file\n",
    "print(\"Audio file '{}':\".format(random_filename))\n",
    "IPython.display.display(Audio(random_signal, rate=sample_rate))\n",
    "\n",
    "# Play same audio file with noise\n",
    "print(\"Audio file '{}' with noise:\".format(random_filename))\n",
    "IPython.display.display(Audio(augmented_signal[random_idx][0], rate=sample_rate))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-04T17:10:51.478413Z",
     "start_time": "2018-12-04T17:10:51.475113Z"
    }
   },
   "source": [
    "## VI. Feature extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:31:48.312940Z",
     "start_time": "2019-05-21T16:31:48.308691Z"
    }
   },
   "outputs": [],
   "source": [
    "def mel_spectrogram(y, sr=16000, n_fft=512, win_length=256, hop_length=128, window='hamming', n_mels=128, fmax=4000):\n",
    "    \n",
    "    # Compute spectogram\n",
    "    mel_spect = np.abs(librosa.stft(y, n_fft=n_fft, window=window, win_length=win_length, hop_length=hop_length)) ** 2\n",
    "    \n",
    "    # Compute mel spectrogram\n",
    "    mel_spect = librosa.feature.melspectrogram(S=mel_spect, sr=sr, n_mels=n_mels, fmax=fmax)\n",
    "    \n",
    "    # Compute log-mel spectrogram\n",
    "    mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n",
    "    \n",
    "    return mel_spect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:32:06.530587Z",
     "start_time": "2019-05-21T16:31:48.314692Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature extraction: START\n",
      "Feature extraction: END!\n"
     ]
    }
   ],
   "source": [
    "# Start feature extraction\n",
    "print(\"Feature extraction: START\")\n",
    "\n",
    "# Compute spectogram for all audio file\n",
    "mel_spect = np.asarray(list(map(mel_spectrogram, signal)))\n",
    "augmented_mel_spect = [np.asarray(list(map(mel_spectrogram, augmented_signal[i]))) for i in range(len(augmented_signal))]\n",
    "\n",
    "# Stop feature extraction\n",
    "print(\"Feature extraction: END!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:32:06.872643Z",
     "start_time": "2019-05-21T16:32:06.533176Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot one random Spectogram \n",
    "plt.figure(figsize=(20, 10))\n",
    "plt.imshow(mel_spect[np.random.randint(len(mel_spect))], origin='lower', aspect='auto', cmap='viridis')\n",
    "plt.title('Log-Mel Spectrogram of an audio file', fontsize=26)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VII. Train and test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:32:09.304749Z",
     "start_time": "2019-05-21T16:32:06.874812Z"
    }
   },
   "outputs": [],
   "source": [
    "# Build Train and test dataset\n",
    "MEL_SPECT_train, MEL_SPECT_test, AUG_MEL_SPECT_train, AUG_MEL_SPECT_test, label_train, label_test = train_test_split(mel_spect, augmented_mel_spect, labels, test_size=0.2)\n",
    "\n",
    "# Build augmented labels and train\n",
    "aug_label_train = np.asarray(list(itertools.chain.from_iterable([[label] * nb_augmented for label in label_train])))\n",
    "AUG_MEL_SPECT_train = np.asarray(list(itertools.chain.from_iterable(AUG_MEL_SPECT_train)))\n",
    "\n",
    "# Concatenate original and augmented\n",
    "X_train = np.concatenate((MEL_SPECT_train, AUG_MEL_SPECT_train))\n",
    "y_train = np.concatenate((label_train, aug_label_train))\n",
    "\n",
    "# Build test set\n",
    "X_test = MEL_SPECT_test\n",
    "y_test = label_test\n",
    "\n",
    "# Delete\n",
    "del MEL_SPECT_train, AUG_MEL_SPECT_train, label_train, aug_label_train, AUG_MEL_SPECT_test, MEL_SPECT_test, label_test\n",
    "del mel_spect, augmented_mel_spect, labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VIII. Time distributed framing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:32:13.861389Z",
     "start_time": "2019-05-21T16:32:09.306396Z"
    }
   },
   "outputs": [],
   "source": [
    "# Time distributed parameters\n",
    "win_ts = 128\n",
    "hop_ts = 64\n",
    "\n",
    "# Split spectrogram into frames\n",
    "def frame(x, win_step=128, win_size=64):\n",
    "    nb_frames = 1 + int((x.shape[2] - win_size) / win_step)\n",
    "    frames = np.zeros((x.shape[0], nb_frames, x.shape[1], win_size)).astype(np.float32)\n",
    "    for t in range(nb_frames):\n",
    "        frames[:,t,:,:] = np.copy(x[:,:,(t * win_step):(t * win_step + win_size)]).astype(np.float32)\n",
    "    return frames\n",
    "\n",
    "# Frame for TimeDistributed model\n",
    "X_train = frame(X_train, hop_ts, win_ts)\n",
    "X_test = frame(X_test, hop_ts, win_ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IX. Save as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-21T16:32:16.173921Z",
     "start_time": "2019-05-21T16:32:13.863202Z"
    }
   },
   "outputs": [],
   "source": [
    "# Save Train and test set\n",
    "pickle.dump(X_train.astype(np.float16), open('../Datas/Pickle/RAVDESS/DIS/[RAVDESS][MEL_SPECT][X_train].p', 'wb'))\n",
    "pickle.dump(y_train, open('../Datas/Pickle/RAVDESS/DIS/[RAVDESS][MEL_SPECT][y_train].p', 'wb'))\n",
    "pickle.dump(X_test.astype(np.float16), open('../Datas/Pickle/RAVDESS/DIS/[RAVDESS][MEL_SPECT][X_test].p', 'wb'))\n",
    "pickle.dump(y_test, open('../Datas/Pickle/RAVDESS/DIS/[RAVDESS][MEL_SPECT][y_test].p', 'wb'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
